Six of twelve models named BigCommerce B2B Edition first on the direct prompt; one named Shopify. BigCommerce B2B Edition was named by ten of the twelve models and Shopify by twelve and BigCommerce B2B Edition carries 14 labels and Shopify 60, so the shares are not directly comparable.
Named in two categories this edition.
Ottawa, Canada, founded 2006. Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the ecommerce platforms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“BigCommerce stands out for its open architecture, built-in B2B features, and ability to support hybrid B2B and DTC ecommerce businesses” Claude Haiku 4.5 · paraphrase prompt · first choice
“BigCommerce B2B Edition is widely regarded as the best overall ecommerce platform for mid-market B2B companies” Kimi K2 · direct prompt · first choice
“Best Overall "Goldilocks" Solution ... the most balanced, "plug-and-play" B2B platform for the mid-market” Gemini 3.5 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Any standalone website (often run via Shopify or WooCommerce) that sells trending products at steep discounts without clear branding” Qwen 3.7 Flash · negative prompt · soft negative
“Transaction fees (1.6-2% without Shopify Payments), app subscription costs can exceed license fees, potential lock-in” MiniMax M2.5 · negative prompt · soft negative
“1. Shopify 🥇 ... Pick Shopify if: You want an all-in-one solution with minimal technical hassle and strong multi-channel capabilities.” Mistral Small · comparative prompt · first choice
“I'd recommend starting with BigCommerce or Shopify Plus—they balance strong B2B features with manageable complexity and cost” MiniMax M2.5 · direct prompt · first choice
“fast launch, strong for D2C/B2C and growing B2B, best developer experience and app ecosystem, best agentic/AI readiness” DeepSeek V4 Flash · scale prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.